{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 作业\n",
    "1.尝试在一张图中运用所讲过的功能，对title、text、xlable、ylabel、数学表达式、tick and ticklabel、legend进行详细的设计.  \n",
    "2.阅读你可能用到文献或者相关书籍，思考自己如何才能通过学过的例子将自己认为比较好看的图给复现出来."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-21T05:50:59.188609Z",
     "start_time": "2020-12-21T05:50:58.711629Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-21T05:50:59.589541Z",
     "start_time": "2020-12-21T05:50:59.206564Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x18cf5161af0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0.0, 5.0, 100)\n",
    "y = np.cos(2*np.pi*x) * np.exp(-x/3)\n",
    "\n",
    "fig = plt.figure(figsize=(10, 6))\n",
    "ax1 = fig.add_subplot(2,1,1)\n",
    "ax2 = fig.add_subplot(2,1,2)\n",
    "\n",
    "ax1.plot(x, y, '--', label=\"Line 1\")\n",
    "ax2.plot(x, y, '--', label=\"Line 2\", color=\"red\")\n",
    "\n",
    "# text\n",
    "ax1.text(x=4, y=0.25, s=\"这个点的坐标是  (4,0.25)\", rotation=45, fontsize=12, color=\"red\")\n",
    "\n",
    "# title\n",
    "ax1.set_title(\"这个是小标题\", fontsize=12, color=\"green\", pad=10)\n",
    "\n",
    "# suptitle\n",
    "fig.suptitle(\"这个是大标题\", fontsize=20, x=0.5, y=0.99)\n",
    "\n",
    "# xlabel和ylabel\n",
    "ax1.set_ylabel(\"这个是ylabel\", loc=\"center\")\n",
    "ax2.set_ylabel(\"这个是ylabel\", loc=\"center\", labelpad=30)\n",
    "ax2.yaxis.set_tick_params(labelleft=False, labelright=True)\n",
    "ax2.set_xlabel(\"这个是xlabel\", fontsize=15)\n",
    "\n",
    "# annotate,这个好复杂\n",
    "arrowprops = {\n",
    "    \"arrowstyle\":\"<|-|>\",\n",
    "    \"color\":\"0.2\",\n",
    "    \"patchB\":None,\n",
    "    \"connectionstyle\":\"arc3,rad=0.3\"\n",
    "    \n",
    "}\n",
    "ax2.annotate(text=\"这是测试annotate\", xy=(3,0.4), xytext=(4,-0.5), arrowprops=arrowprops, color=\"red\", fontsize=12)\n",
    "\n",
    "# set_ticks\n",
    "ax1.xaxis.set_ticks(range(0,10))\n",
    "ax1.xaxis.set_ticklabels([\"^%s^\"%x for x in range(0, 10)], fontsize=15, rotation=180)\n",
    "\n",
    "# legend\n",
    "fig.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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    "left": "10px",
    "top": "150px",
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   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
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     "delete_cmd_postfix": ") ",
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   "types_to_exclude": [
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